Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "111"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 111 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 78 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 76 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 111, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459894 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.089194 12.916615 -0.087840 9.059740 -0.411011 10.593736 5.648245 2.782682 0.6852 0.0378 0.4182 nan nan
2459893 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.105467 13.370390 0.080170 9.580772 0.009253 9.202201 1.217731 4.161164 0.6833 0.0370 0.4454 nan nan
2459892 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.196170 13.151824 0.149300 11.098656 -0.172590 7.180081 5.109903 3.174989 0.6748 0.0399 0.4721 nan nan
2459891 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.261153 12.099411 -0.015856 11.053827 -0.139794 10.267314 -0.439330 2.604368 0.6675 0.0353 0.4684 nan nan
2459890 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.089651 12.303213 0.246856 13.201764 0.028901 9.126323 5.692734 0.986620 0.6731 0.0354 0.4609 nan nan
2459889 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.093533 13.943822 -0.208592 10.652118 -0.442931 12.958490 -0.332798 4.148946 0.6819 0.0385 0.4659 nan nan
2459888 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.170507 11.630149 0.221281 12.400559 0.351055 11.775353 2.791388 2.884053 0.6982 0.0370 0.4744 nan nan
2459887 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.172305 12.448306 0.339487 12.300827 0.509845 10.295170 4.870699 2.491101 0.6812 0.0363 0.4701 nan nan
2459886 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.256400 16.961869 0.311086 10.822900 0.732802 8.064889 0.741280 2.225073 0.7566 0.0424 0.4945 nan nan
2459885 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.039682 20.410904 1.275456 62.455007 -1.269698 19.319292 1.057474 12.190713 0.7321 0.0354 0.4414 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.339879 16.402588 1.572508 56.330244 -0.437572 10.733268 12.588712 6.883325 0.6845 0.0363 0.4581 nan nan
2459882 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.220069 26.792388 1.564154 63.393374 0.113168 15.165523 8.462072 2.923448 0.6896 0.0379 0.4604 nan nan
2459881 digital_ok 100.00% 0.00% 99.95% 0.00% - - 0.263282 15.251314 1.001697 72.018489 -0.916212 30.445672 -0.184931 17.972094 0.7289 0.0435 0.4585 nan nan
2459880 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.122105 18.494135 1.767403 59.190320 -0.843787 9.199464 6.668207 2.812066 0.6827 0.0348 0.4609 nan nan
2459879 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.144610 9.817821 0.443533 10.785091 0.108895 1.912739 0.350987 3.074116 0.6687 0.0333 0.4177 nan nan
2459878 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.082683 16.546466 2.368090 71.634306 0.677568 15.683089 11.667316 8.945039 0.6791 0.0370 0.4001 nan nan
2459876 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.110303 18.742413 1.803976 52.562710 -1.112504 43.985753 1.548216 8.466097 0.6980 0.0363 0.4343 nan nan
2459875 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.039010 20.063686 1.692820 68.203258 -0.901673 20.571600 1.817486 9.432020 0.7129 0.0366 0.4334 nan nan
2459874 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459873 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.426629 20.939683 0.670092 46.282721 -0.587699 11.150833 5.413935 2.514689 0.6986 0.0375 0.4669 nan nan
2459872 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.209774 18.636126 0.049019 59.380000 -0.939110 31.378461 -0.415245 3.413001 0.7041 0.0327 0.4278 nan nan
2459871 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.185598 15.269821 1.570689 63.482912 -0.299728 25.972355 6.201315 1.963405 0.7052 0.0344 0.4314 nan nan
2459870 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.085007 25.264548 1.090316 47.988806 -0.342138 17.864847 0.620475 5.903085 0.7054 0.0349 0.4889 nan nan
2459869 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.432658 20.160188 1.230610 47.705631 -0.862050 22.958408 -0.042121 6.399496 0.7194 0.0361 0.4872 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459867 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.250858 16.566444 0.654264 57.073521 -0.370153 9.859661 1.439766 3.545397 0.7043 0.0370 0.4898 nan nan
2459866 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.252430 18.849808 0.719615 53.991055 -0.307484 10.970986 4.618610 1.428921 0.7076 0.0390 0.4904 nan nan
2459865 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.962592 20.736982 0.280699 65.661523 -0.798273 23.959887 1.135714 12.997039 0.7359 0.0334 0.4431 nan nan
2459864 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.239844 25.852188 1.201997 26.899677 -0.555596 13.359649 1.332438 6.528176 0.6994 0.0328 0.4986 nan nan
2459863 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.111107 15.464490 0.533928 8.659582 0.365184 5.044493 0.120284 2.681524 0.6950 0.0335 0.4919 nan nan
2459862 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.444640 15.694688 0.911886 30.842479 -1.022831 18.987720 -0.200499 2.327386 0.6849 0.0362 0.4569 nan nan
2459861 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.054654 11.701939 0.660076 8.930576 0.425724 3.191742 0.374641 2.625911 0.7096 0.0326 0.4739 nan nan
2459860 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.239344 13.013576 0.982327 25.818427 -0.870077 21.598354 -0.121058 2.284713 0.7169 0.0331 0.5068 nan nan
2459859 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.009209 11.014838 0.742471 9.593244 0.662117 2.762819 3.369989 1.321350 0.7201 0.0348 0.5132 nan nan
2459858 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.175224 11.666289 0.711541 9.826431 0.975562 2.843298 0.412775 2.638198 0.7316 0.0344 0.5194 3.474801 1.191291
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.152683 6.586382 0.313695 1.312652 -0.494865 3.331780 -0.304575 9.124815 0.0248 0.0237 0.0007 nan nan
2459856 digital_ok 100.00% 0.00% 90.29% 0.00% 100.00% 0.00% -0.100933 16.204532 0.950631 23.490035 -0.937399 11.205826 -0.529057 4.193162 0.7245 0.2508 0.5002 3.290623 1.333223
2459855 digital_ok 100.00% 0.00% 85.82% 0.00% 100.00% 0.00% 0.285825 15.955833 0.755351 24.333101 -0.701297 3.931230 -0.272285 2.174448 0.6965 0.2555 0.5098 3.420001 1.325519
2459854 digital_ok 100.00% 0.00% 79.68% 0.00% 100.00% 0.00% 0.122393 14.394432 0.153927 18.557513 -0.729000 3.850361 -0.323756 5.245710 0.7285 0.2967 0.5191 3.570491 1.331365
2459853 digital_ok 100.00% 0.00% 92.13% 0.00% 100.00% 0.00% -0.111516 14.141088 0.305615 25.692828 -0.743551 10.058180 0.732217 5.134917 0.7440 0.2376 0.5279 3.880660 1.407193
2459852 digital_ok 100.00% 0.00% 32.43% 0.00% 100.00% 0.00% -0.139876 12.271393 -0.564861 26.474660 0.101989 15.904759 -0.593956 10.687938 0.8384 0.5420 0.3587 4.884882 1.546229
2459851 digital_ok 100.00% 0.00% 80.56% 0.00% 100.00% 0.00% -0.753913 19.052239 0.139277 28.699453 0.704014 40.177232 0.803719 20.155337 0.7626 0.3290 0.4414 4.121182 1.385463
2459850 digital_ok 100.00% 0.00% 74.18% 0.00% 100.00% 0.00% -0.112211 16.870799 0.245157 23.903397 0.034363 18.379842 0.021238 17.808017 0.7494 0.3711 0.4335 3.586127 1.372174
2459849 digital_ok 100.00% 0.00% 74.97% 0.00% 100.00% 0.00% -0.150918 15.339011 1.560169 47.223101 -0.134665 11.847083 0.812382 8.760814 0.7462 0.3577 0.4452 4.489471 1.441001
2459848 digital_ok 100.00% 0.00% 78.93% 0.00% 100.00% 0.00% -0.125075 14.340236 -0.678622 30.986409 -0.671765 20.907435 2.082528 3.083096 0.7299 0.2871 0.4705 3.659136 1.307860
2459847 digital_ok 100.00% 0.00% 98.82% 0.00% 100.00% 0.00% -0.155665 16.605345 -0.992161 29.225046 -0.593710 27.451057 0.676282 1.028596 0.7306 0.1577 0.5403 4.061091 1.306553
2459845 digital_ok 100.00% 0.00% 79.60% 0.00% 100.00% 0.00% -0.055685 18.338506 0.058032 40.012042 -0.169935 15.824160 6.181769 1.217300 0.7565 0.2844 0.5020 5.503702 1.485396
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.366030 15.715672 -0.887261 5.853281 -0.527467 2.390699 -0.022862 7.372948 0.0245 0.0234 0.0006 nan nan
2459843 digital_ok 100.00% 0.66% 98.36% 0.00% 100.00% 0.00% 0.103957 18.493032 -0.470075 20.088157 -0.336084 70.933122 -0.016750 0.386530 0.7532 0.1020 0.5314 4.875477 1.493235
2459842 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.473143 12.816454 0.431298 9.824579 -0.053609 -0.701346 0.303392 0.352116 0.7619 0.0696 0.4873 4.138126 1.236626
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.002495 16.453504 -0.338521 4.039492 0.547496 3.458680 1.170336 2.137532 0.0247 0.0233 0.0008 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.369561 1.660710 -0.297959 -1.209964 -0.411194 -0.565542 -0.495591 -0.713127 0.0233 0.0231 0.0006 nan nan
2459839 digital_ok 100.00% - - - - - -0.677342 -0.249484 -0.735949 -0.331216 2.148541 8.893355 0.101789 0.170288 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0347 0.0418 0.0012 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.050369 -0.371517 -0.669281 -0.827905 -0.873132 12.927967 -0.412683 4.328343 0.0339 0.0366 0.0010 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.268016 -0.153792 0.688059 -0.142716 1.400233 5.952884 0.287833 0.302519 0.0283 0.0290 0.0004 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.124125 0.482918 -1.041207 0.335717 0.027911 1.371464 -0.125581 3.264897 0.7488 0.4515 0.5612 1.830858 1.553628
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.448644 0.155739 -0.843826 -0.141238 -0.293946 -0.204383 -0.479896 -0.700227 0.0285 0.0274 0.0004 nan nan
2459830 digital_ok 0.00% 0.00% 13.44% 0.00% 13.16% 0.00% 0.156479 1.781140 -0.872852 0.823968 0.316402 3.545968 -0.350786 3.822908 0.7455 0.4458 0.5479 1.918680 1.635855
2459829 digital_ok 0.00% 0.00% 0.54% 0.00% 0.65% 0.00% 0.428095 3.062358 -0.027876 0.955194 0.234586 0.779604 -0.189923 3.567716 0.6711 0.5773 0.4139 1.106396 0.970673
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.761229 2.357461 0.153408 0.642646 -0.212418 1.553428 1.307278 11.997166 0.7393 0.4600 0.5263 5.679504 6.664986
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.422119 1.544226 -0.141853 1.736546 0.168861 0.713130 7.464070 5.351041 0.6815 0.5895 0.4100 8.847605 9.864512
2459826 digital_ok 100.00% 16.13% 16.13% 0.00% 100.00% 0.00% -0.014833 1.910442 -0.526428 1.399427 0.159220 3.232217 0.016379 4.783827 0.6619 0.4337 0.4514 10.240988 16.020616
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.048412 0.878625 -0.379119 0.392224 -0.203552 1.721034 2.747174 0.028627 0.0629 0.0630 0.0071 0.000000 0.000000
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.073568 0.876835 -0.434680 0.672624 -0.571894 1.460933 0.106372 0.369555 0.0557 0.0639 0.0036 0.000000 0.000000
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.308320 1.582711 -0.343413 0.599805 0.885647 1.684812 -0.023896 -0.205977 0.0572 0.0613 0.0062 0.000000 0.000000
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.227441 1.166884 -0.264870 0.994414 -0.026350 1.664755 0.685792 4.218245 0.0641 0.0582 0.0055 0.000000 0.000000
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.125381 0.330890 0.088874 1.216347 -0.150512 2.020574 1.021191 0.016256 0.0595 0.0588 0.0060 0.940668 0.947840
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.040558 1.282911 0.023062 1.384856 0.426141 1.668825 1.101886 5.767296 0.0544 0.0591 0.0043 0.000000 0.000000
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.481634 1.070651 0.201838 0.783651 0.132046 0.946651 0.773141 3.142306 0.0593 0.0670 0.0060 14.422590 15.683361
2459816 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.155845 0.986779 -0.692725 0.672692 -0.506060 1.027780 -0.525120 0.646471 0.0606 0.0577 0.0057 1.235084 1.224540
2459815 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.040584 0.747905 -0.394170 0.652280 0.389494 2.023717 -0.264026 1.954130 0.0633 0.0743 0.0055 1.196668 1.200077
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.025457 2.091581 -0.174398 1.064251 0.176056 2.097748 -0.233382 1.677495 0.0664 0.0752 0.0072 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 111: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 12.916615 12.916615 -0.089194 9.059740 -0.087840 10.593736 -0.411011 2.782682 5.648245

Antenna 111: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 13.370390 0.105467 13.370390 0.080170 9.580772 0.009253 9.202201 1.217731 4.161164

Antenna 111: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 13.151824 13.151824 0.196170 11.098656 0.149300 7.180081 -0.172590 3.174989 5.109903

Antenna 111: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 12.099411 0.261153 12.099411 -0.015856 11.053827 -0.139794 10.267314 -0.439330 2.604368

Antenna 111: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 13.201764 12.303213 0.089651 13.201764 0.246856 9.126323 0.028901 0.986620 5.692734

Antenna 111: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 13.943822 0.093533 13.943822 -0.208592 10.652118 -0.442931 12.958490 -0.332798 4.148946

Antenna 111: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 12.400559 11.630149 0.170507 12.400559 0.221281 11.775353 0.351055 2.884053 2.791388

Antenna 111: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 12.448306 12.448306 0.172305 12.300827 0.339487 10.295170 0.509845 2.491101 4.870699

Antenna 111: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 16.961869 0.256400 16.961869 0.311086 10.822900 0.732802 8.064889 0.741280 2.225073

Antenna 111: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 62.455007 20.410904 0.039682 62.455007 1.275456 19.319292 -1.269698 12.190713 1.057474

Antenna 111: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 111: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 56.330244 16.402588 0.339879 56.330244 1.572508 10.733268 -0.437572 6.883325 12.588712

Antenna 111: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 63.393374 26.792388 0.220069 63.393374 1.564154 15.165523 0.113168 2.923448 8.462072

Antenna 111: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 72.018489 15.251314 0.263282 72.018489 1.001697 30.445672 -0.916212 17.972094 -0.184931

Antenna 111: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 59.190320 18.494135 0.122105 59.190320 1.767403 9.199464 -0.843787 2.812066 6.668207

Antenna 111: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 10.785091 9.817821 -0.144610 10.785091 0.443533 1.912739 0.108895 3.074116 0.350987

Antenna 111: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 71.634306 16.546466 0.082683 71.634306 2.368090 15.683089 0.677568 8.945039 11.667316

Antenna 111: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 52.562710 0.110303 18.742413 1.803976 52.562710 -1.112504 43.985753 1.548216 8.466097

Antenna 111: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 68.203258 0.039010 20.063686 1.692820 68.203258 -0.901673 20.571600 1.817486 9.432020

Antenna 111: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 111: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 46.282721 0.426629 20.939683 0.670092 46.282721 -0.587699 11.150833 5.413935 2.514689

Antenna 111: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 59.380000 18.636126 -0.209774 59.380000 0.049019 31.378461 -0.939110 3.413001 -0.415245

Antenna 111: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 63.482912 15.269821 0.185598 63.482912 1.570689 25.972355 -0.299728 1.963405 6.201315

Antenna 111: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 47.988806 -0.085007 25.264548 1.090316 47.988806 -0.342138 17.864847 0.620475 5.903085

Antenna 111: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 47.705631 -0.432658 20.160188 1.230610 47.705631 -0.862050 22.958408 -0.042121 6.399496

Antenna 111: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 111: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 57.073521 0.250858 16.566444 0.654264 57.073521 -0.370153 9.859661 1.439766 3.545397

Antenna 111: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 53.991055 18.849808 0.252430 53.991055 0.719615 10.970986 -0.307484 1.428921 4.618610

Antenna 111: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 65.661523 0.962592 20.736982 0.280699 65.661523 -0.798273 23.959887 1.135714 12.997039

Antenna 111: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 26.899677 25.852188 0.239844 26.899677 1.201997 13.359649 -0.555596 6.528176 1.332438

Antenna 111: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 15.464490 0.111107 15.464490 0.533928 8.659582 0.365184 5.044493 0.120284 2.681524

Antenna 111: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 30.842479 0.444640 15.694688 0.911886 30.842479 -1.022831 18.987720 -0.200499 2.327386

Antenna 111: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 11.701939 11.701939 -0.054654 8.930576 0.660076 3.191742 0.425724 2.625911 0.374641

Antenna 111: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 25.818427 -0.239344 13.013576 0.982327 25.818427 -0.870077 21.598354 -0.121058 2.284713

Antenna 111: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 11.014838 0.009209 11.014838 0.742471 9.593244 0.662117 2.762819 3.369989 1.321350

Antenna 111: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 11.666289 11.666289 -0.175224 9.826431 0.711541 2.843298 0.975562 2.638198 0.412775

Antenna 111: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 9.124815 6.586382 -0.152683 1.312652 0.313695 3.331780 -0.494865 9.124815 -0.304575

Antenna 111: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 23.490035 -0.100933 16.204532 0.950631 23.490035 -0.937399 11.205826 -0.529057 4.193162

Antenna 111: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 24.333101 15.955833 0.285825 24.333101 0.755351 3.931230 -0.701297 2.174448 -0.272285

Antenna 111: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 18.557513 14.394432 0.122393 18.557513 0.153927 3.850361 -0.729000 5.245710 -0.323756

Antenna 111: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 25.692828 14.141088 -0.111516 25.692828 0.305615 10.058180 -0.743551 5.134917 0.732217

Antenna 111: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 26.474660 -0.139876 12.271393 -0.564861 26.474660 0.101989 15.904759 -0.593956 10.687938

Antenna 111: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 40.177232 -0.753913 19.052239 0.139277 28.699453 0.704014 40.177232 0.803719 20.155337

Antenna 111: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 23.903397 -0.112211 16.870799 0.245157 23.903397 0.034363 18.379842 0.021238 17.808017

Antenna 111: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 47.223101 -0.150918 15.339011 1.560169 47.223101 -0.134665 11.847083 0.812382 8.760814

Antenna 111: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 30.986409 14.340236 -0.125075 30.986409 -0.678622 20.907435 -0.671765 3.083096 2.082528

Antenna 111: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 29.225046 16.605345 -0.155665 29.225046 -0.992161 27.451057 -0.593710 1.028596 0.676282

Antenna 111: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 40.012042 18.338506 -0.055685 40.012042 0.058032 15.824160 -0.169935 1.217300 6.181769

Antenna 111: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 15.715672 -0.366030 15.715672 -0.887261 5.853281 -0.527467 2.390699 -0.022862 7.372948

Antenna 111: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 70.933122 18.493032 0.103957 20.088157 -0.470075 70.933122 -0.336084 0.386530 -0.016750

Antenna 111: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 12.816454 -0.473143 12.816454 0.431298 9.824579 -0.053609 -0.701346 0.303392 0.352116

Antenna 111: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 16.453504 -1.002495 16.453504 -0.338521 4.039492 0.547496 3.458680 1.170336 2.137532

Antenna 111: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 1.660710 1.369561 1.660710 -0.297959 -1.209964 -0.411194 -0.565542 -0.495591 -0.713127

Antenna 111: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 8.893355 -0.249484 -0.677342 -0.331216 -0.735949 8.893355 2.148541 0.170288 0.101789

Antenna 111: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 111: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 12.927967 -0.371517 -1.050369 -0.827905 -0.669281 12.927967 -0.873132 4.328343 -0.412683

Antenna 111: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 5.952884 -0.153792 0.268016 -0.142716 0.688059 5.952884 1.400233 0.302519 0.287833

Antenna 111: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 3.264897 0.124125 0.482918 -1.041207 0.335717 0.027911 1.371464 -0.125581 3.264897

Antenna 111: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 0.155739 -0.448644 0.155739 -0.843826 -0.141238 -0.293946 -0.204383 -0.479896 -0.700227

Antenna 111: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 3.822908 0.156479 1.781140 -0.872852 0.823968 0.316402 3.545968 -0.350786 3.822908

Antenna 111: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 3.567716 3.062358 0.428095 0.955194 -0.027876 0.779604 0.234586 3.567716 -0.189923

Antenna 111: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 11.997166 2.357461 0.761229 0.642646 0.153408 1.553428 -0.212418 11.997166 1.307278

Antenna 111: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok ee Temporal Discontinuties 7.464070 0.422119 1.544226 -0.141853 1.736546 0.168861 0.713130 7.464070 5.351041

Antenna 111: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 4.783827 1.910442 -0.014833 1.399427 -0.526428 3.232217 0.159220 4.783827 0.016379

Antenna 111: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok ee Temporal Discontinuties 2.747174 0.878625 -0.048412 0.392224 -0.379119 1.721034 -0.203552 0.028627 2.747174

Antenna 111: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 1.460933 -0.073568 0.876835 -0.434680 0.672624 -0.571894 1.460933 0.106372 0.369555

Antenna 111: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 1.684812 1.582711 -0.308320 0.599805 -0.343413 1.684812 0.885647 -0.205977 -0.023896

Antenna 111: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 4.218245 0.227441 1.166884 -0.264870 0.994414 -0.026350 1.664755 0.685792 4.218245

Antenna 111: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 2.020574 0.330890 0.125381 1.216347 0.088874 2.020574 -0.150512 0.016256 1.021191

Antenna 111: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 5.767296 -0.040558 1.282911 0.023062 1.384856 0.426141 1.668825 1.101886 5.767296

Antenna 111: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Discontinuties 3.142306 0.481634 1.070651 0.201838 0.783651 0.132046 0.946651 0.773141 3.142306

Antenna 111: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 1.027780 0.986779 0.155845 0.672692 -0.692725 1.027780 -0.506060 0.646471 -0.525120

Antenna 111: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 2.023717 0.747905 -0.040584 0.652280 -0.394170 2.023717 0.389494 1.954130 -0.264026

Antenna 111: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 111: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Temporal Variability 2.097748 2.091581 0.025457 1.064251 -0.174398 2.097748 0.176056 1.677495 -0.233382
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